SG11202100136SA - Method for synthesizing image based on conditional generative adversarial network and related device - Google Patents

Method for synthesizing image based on conditional generative adversarial network and related device

Info

Publication number
SG11202100136SA
SG11202100136SA SG11202100136SA SG11202100136SA SG11202100136SA SG 11202100136S A SG11202100136S A SG 11202100136SA SG 11202100136S A SG11202100136S A SG 11202100136SA SG 11202100136S A SG11202100136S A SG 11202100136SA SG 11202100136S A SG11202100136S A SG 11202100136SA
Authority
SG
Singapore
Prior art keywords
image based
related device
generative adversarial
adversarial network
synthesizing image
Prior art date
Application number
SG11202100136SA
Other languages
English (en)
Inventor
Yiwen Wang
Jianzong Wang
Original Assignee
Ping An Technology Shenzhen Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Ping An Technology Shenzhen Co Ltd filed Critical Ping An Technology Shenzhen Co Ltd
Publication of SG11202100136SA publication Critical patent/SG11202100136SA/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/60—Type of objects
    • G06V20/69—Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/695—Preprocessing, e.g. image segmentation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/213—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
    • G06F18/2132—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on discrimination criteria, e.g. discriminant analysis
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/213—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
    • G06F18/2137—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on criteria of topology preservation, e.g. multidimensional scaling or self-organising maps
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/217—Validation; Performance evaluation; Active pattern learning techniques
    • G06F18/2193—Validation; Performance evaluation; Active pattern learning techniques based on specific statistical tests
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/23—Clustering techniques
    • G06F18/232—Non-hierarchical techniques
    • G06F18/2321—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions
    • G06F18/23213—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions with fixed number of clusters, e.g. K-means clustering
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/12—Edge-based segmentation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/136—Segmentation; Edge detection involving thresholding
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/194—Segmentation; Edge detection involving foreground-background segmentation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/762—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using clustering, e.g. of similar faces in social networks
    • G06V10/763—Non-hierarchical techniques, e.g. based on statistics of modelling distributions
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00—ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/40—ICT specially adapted for the handling or processing of patient-related medical or healthcare data for data related to laboratory analysis, e.g. patient specimen analysis
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10024—Color image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20076—Probabilistic image processing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30024—Cell structures in vitro; Tissue sections in vitro

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Software Systems (AREA)
  • Multimedia (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Computing Systems (AREA)
  • Probability & Statistics with Applications (AREA)
  • Public Health (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Quality & Reliability (AREA)
  • Image Analysis (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
  • Apparatus Associated With Microorganisms And Enzymes (AREA)
  • Image Processing (AREA)
SG11202100136SA 2019-08-12 2019-11-13 Method for synthesizing image based on conditional generative adversarial network and related device SG11202100136SA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201910741020.7A CN110648309B (zh) 2019-08-12 2019-08-12 基于条件生成对抗网络合成红细胞图像的方法及相关设备
PCT/CN2019/117988 WO2021027152A1 (zh) 2019-08-12 2019-11-13 基于条件生成对抗网络合成图像的方法及相关设备

Publications (1)

Publication Number Publication Date
SG11202100136SA true SG11202100136SA (en) 2021-03-30

Family

ID=69009447

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202100136SA SG11202100136SA (en) 2019-08-12 2019-11-13 Method for synthesizing image based on conditional generative adversarial network and related device

Country Status (5)

Country Link
US (1) US11636695B2 (https=)
JP (1) JP7329041B2 (https=)
CN (1) CN110648309B (https=)
SG (1) SG11202100136SA (https=)
WO (1) WO2021027152A1 (https=)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111833238B (zh) * 2020-06-01 2023-07-25 北京百度网讯科技有限公司 图像的翻译方法和装置、图像翻译模型的训练方法和装置
CN112102323B (zh) * 2020-09-17 2023-07-07 陕西师范大学 基于生成对抗网络和Caps-Unet网络的粘连细胞核分割方法
CN112435259B (zh) * 2021-01-27 2021-04-02 核工业四一六医院 一种基于单样本学习的细胞分布模型构建及细胞计数方法
CN115424604B (zh) * 2022-07-20 2024-03-15 南京硅基智能科技有限公司 一种基于对抗生成网络的语音合成模型的训练方法
US20250166173A1 (en) * 2023-11-21 2025-05-22 L&T Technology Services Limited Method and system of analysing blood smear image using deep learning model

Family Cites Families (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10176363B2 (en) 2014-06-16 2019-01-08 Siemens Healthcare Diagnostics Inc. Analyzing digital holographic microscopy data for hematology applications
JP2019527073A (ja) * 2016-07-29 2019-09-26 ノバダック テクノロジーズ ユーエルシー 機械学習を用いた、対象の組織を特徴付けるための方法およびシステム
CN107492084B (zh) * 2017-07-06 2021-06-25 哈尔滨理工大学 基于随机性的典型成团细胞核图像合成方法
CN107564018A (zh) * 2017-08-30 2018-01-09 北京航空航天大学 一种利用改进迭代算法提取目标图像的方法
EP3685355B1 (en) 2017-09-19 2024-07-10 Siemens Healthcare Diagnostics Inc. Virtual staining of cells in digital holographic microscopy images using general adversarial networks
US11621058B2 (en) 2018-02-08 2023-04-04 Ohio State Innovation Foundation Synthetic IHC-stained digital sides generated using artificial neural networks
CN108388925A (zh) 2018-03-06 2018-08-10 天津工业大学 基于新型条件对抗生成网络的抗模式崩溃鲁棒图像生成方法
CN109493330A (zh) 2018-11-06 2019-03-19 电子科技大学 一种基于多任务学习的细胞核实例分割方法
CN109726644A (zh) * 2018-12-14 2019-05-07 重庆邮电大学 一种基于生成对抗网络的细胞核分割方法

Also Published As

Publication number Publication date
US20210312243A1 (en) 2021-10-07
JP7329041B2 (ja) 2023-08-17
JP2022500728A (ja) 2022-01-04
CN110648309B (zh) 2024-05-28
WO2021027152A1 (zh) 2021-02-18
CN110648309A (zh) 2020-01-03
US11636695B2 (en) 2023-04-25

Similar Documents

Publication Publication Date Title
SG11202100136SA (en) Method for synthesizing image based on conditional generative adversarial network and related device
GB201910720D0 (en) Generative adversarial Networks for image segmentation
GB201809604D0 (en) Generative adversarial networks for image segmentation
ZA202102152B (en) Video picture prediction method and apparatus
GB201812141D0 (en) Method and system for generating an image
GB2582315B (en) Method and system for generating an image
GB2565377B (en) Video generation method and apparatus
GB2575147B (en) Method and system for providing photorealistic changes for digital image
GB2590286B (en) Image synthesis method and apparatus
GB2561968B (en) Zoom lens and image pickup apparatus including same
SG11202101977QA (en) Video picture prediction method and apparatus
SG11202102217SA (en) Digital imaging system and method
EP3278730A4 (en) Remote exposure control apparatus, digital x-ray imaging system, and exposure method therefor
GB201813740D0 (en) Method of apparatus for volumetric video analytics
IL326068A (en) Digital imaging method and system
SG11202108197SA (en) Video image processing method and apparatus
EP3611914A4 (en) METHOD AND APPARATUS FOR PHOTOGRAPHY OF IMAGES
ZA201705429B (en) Method for generating high-dynamic range image, and photographing apparatus, terminal and imaging method
GB201710396D0 (en) Video generation method and apparatus
SI4024868T1 (sl) Postopek za kodiranje videa ali slik in naprava zanj
GB2589325B (en) Image rendering method and apparatus
SG11202003382PA (en) Method and apparatus for imaging an organ
HRP20260144T1 (hr) Metoda i uređaj za kodiranje slike/videa
GB201812199D0 (en) Imaging apparatus and method
EP3366037A4 (en) Electronic apparatus for providing panorama image and control method thereof